{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# [Transforming Data](https://docs.activeloop.ai/en/latest/concepts/transform.html#transform)\n",
    "This notebook shows how we can transform `hub.Dataset`'s. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# first we install hub\n",
    "# runtime enviroment\n",
    "\n",
    "!pip install hub"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note**: Restart the colab runtime as few packages has been updated or you may get error (<font color=\"red\">FileNotFoundError</font>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import hub\n",
    "from hub.schema import ClassLabel, Image, Tensor\n",
    "from hub import Dataset, transform, schema\n",
    "from skimage.transform import resize\n",
    "from skimage import img_as_ubyte\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe4a18924c0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# lets fetch our original hub.Dataset\n",
    "tag = \"mynameisvinn/faces\"\n",
    "ds = hub.Dataset(tag)\n",
    "plt.imshow(ds['image', 0].compute())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transform\n",
    "Let's say we want to resize the images (from `224x224x3` to `24x24x3`) in our dataset, a common operation in computer vision pipelines.\n",
    "\n",
    "Without Hub, we would have to read every image into memory (possibly from a remote data store like s3), apply a resizing operation, and then save it. This simple sequence could potentially take lots of wall time, mostly with read/writes.\n",
    "\n",
    "With Hub, we could appy this transformation without moving bytes back and forth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_schema = {\n",
    "    \"resized_image\": Image(shape=(24, 24, 3), dtype=\"uint8\"),\n",
    "    \"label\": ClassLabel(num_classes=2)\n",
    "}\n",
    "\n",
    "@transform(schema=new_schema)\n",
    "def resize_transform(sample):\n",
    "    \n",
    "    image = resize(sample['image'].compute(), (24, 24, 3), anti_aliasing=True)\n",
    "    image = img_as_ubyte(image)  # recast from float to uint8\n",
    "    label = int(sample['label'].compute())\n",
    "    \n",
    "    return {\n",
    "        \"resized_image\": image,\n",
    "        \"label\": label\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds2 = resize_transform(ds)  # transform object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing the transormation: 100%|██████████| 27.0/27.0 [00:01<00:00, 15.3 items/s]\n"
     ]
    }
   ],
   "source": [
    "tag = \"mynameisvinn/resized_faces\"\n",
    "ds3 = ds2.store(tag)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Verify\n",
    "We can verify results by fetching an instance from the resized dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe4a0214280>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = ds3[\"resized_image\", 3].compute()\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
